Best AI Agent Development Agencies

Azumo vs BotsCrew: full comparison for 2026

Last updated: August 2026

Quick verdict

Azumo (3.9/5) edges ahead of BotsCrew (3.6/5) overall. Azumo is the better choice for uS buyers wanting a nearshore agency with named, verifiable multi-agent framework experience.. BotsCrew is the stronger option for buyers wanting a compact, conversational-AI-native agency to build customer-facing agentic dialogue systems.. The right choice depends on your project size, budget, and required tech stack.

Azumo vs BotsCrew: head-to-head summary

Criterion Azumo BotsCrew
Founded 2016 2016
HQ San Francisco, CA, USA San Francisco, CA, USA
Team size 51–200 51–100
Rating 3.9 / 5 3.6 / 5
Best for US buyers wanting a nearshore agency with named, verifiable multi-agent framework experience. Buyers wanting a compact, conversational-AI-native agency to build customer-facing agentic dialogue systems.
Pricing model Dedicated team, staff augmentation Fixed project, dedicated team
Min. engagement $20K (per company website; independently unverifiable) Not published
Primary tech stack Python, LangGraph, CrewAI Python, LangChain, OpenAI
Industries served Technology & SaaS, Retail & E-commerce, Financial Services, Healthcare Retail & E-commerce, Technology & SaaS, Healthcare

Azumo vs BotsCrew: overview

Azumo

Azumo is a nearshore software development agency founded in 2016 and headquartered in San Francisco, with roughly 110 employees spread across South America, North America, and Asia. It builds production-grade agentic systems using LangGraph, CrewAI, and Microsoft AutoGen, coordinating multiple models and tools to complete multi-step business processes. Its smaller headcount means it is better suited to a single dedicated-team engagement than a multi-workstream enterprise program spanning several concurrent teams.

BotsCrew

BotsCrew is a conversational AI development agency founded in 2016, with reported headquarters in San Francisco and London and delivery teams in Lviv, Ukraine and Adelaide, Australia, totaling roughly 73 employees. Led by CEO Nazar Hembara and Managing Director Max Gladysh, it has extended its original chatbot-development practice into autonomous, multi-step agentic systems.

Services and capabilities: Azumo vs BotsCrew

Capability Azumo BotsCrew
Multi-agent orchestration
RAG / knowledge integration
Workflow & systems integration
Coding agents
Monitoring & anomaly detection
Customer-facing agents

Tech stack comparison: Azumo vs BotsCrew

Framework / platform Azumo BotsCrew
LangChain N/A
LangGraph N/A
AutoGen N/A
LlamaIndex N/A N/A
OpenAI N/A
Anthropic Claude N/A N/A
Pinecone N/A N/A
AWS
Azure N/A N/A
Kubernetes N/A N/A

Pricing comparison: Azumo vs BotsCrew

Criterion Azumo BotsCrew
Minimum engagement $20K (per company website; independently unverifiable) Not published
Engagement models Dedicated team, Staff augmentation Fixed project, Dedicated team
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Mid-market

Target audience comparison: Azumo vs BotsCrew

Dimension Azumo BotsCrew
Best company size Startup to mid-market Startup to mid-market
Best industries Technology & SaaS, Retail & E-commerce, Financial Services Retail & E-commerce, Technology & SaaS, Healthcare
Best use cases Building multi-agent systems that coordinate across CrewAI or AutoGen agents, Extending an internal engineering team with nearshore agentic AI capacity Building autonomous, multi-step conversational agents rather than fixed-tree chatbots, Well-scoped customer-facing agentic dialogue projects for mid-market clients
Typical project type Dedicated team Fixed project

Azumo vs BotsCrew: pros and cons

Azumo
+ Named, current production experience across three separate multi-agent orchestration frameworks
+ Nearshore staffing (South/North America) keeps time zones aligned with US clients
+ ~110-person team stays small enough for direct engineering access without large-firm account layers
+ Founded 2016 with a decade of nearshore delivery track record
- Smaller team than the largest firms on this list limits very large concurrent programs
- Public enterprise-scale compliance certifications are less documented than at larger competitors
- Delivery model depends on continued nearshore talent availability across multiple countries
BotsCrew
+ A decade of dedicated conversational AI development history since 2016
+ Multi-country delivery footprint (US, UK, Ukraine, Australia) for regional flexibility
+ Founder-led (Nazar Hembara, Max Gladysh) continuity
+ Dialogue-design expertise transfers directly into more natural agentic conversation quality
- ~73-person team caps capacity for large or highly parallel enterprise programs
- Reported headquarters location varies by source (San Francisco vs. London)
- Minimum engagement figures are not published, requiring direct sales contact for early budgeting

Who should choose Azumo?

Azumo is the right choice for uS buyers wanting a nearshore agency with named, verifiable multi-agent framework experience..

Nearshore agency with named production experience across LangGraph, CrewAI, and Microsoft AutoGen.. Minimum engagement starts at $20K (per company website; independently unverifiable). Works best with clients in Technology & SaaS, Retail & E-commerce, Financial Services, Healthcare.

Who should choose BotsCrew?

BotsCrew is the right choice for buyers wanting a compact, conversational-AI-native agency to build customer-facing agentic dialogue systems..

A decade of dedicated conversational AI/chatbot delivery experience applied specifically to autonomous, multi-step agentic dialogue.. Minimum engagement starts at Not published. Works best with clients in Retail & E-commerce, Technology & SaaS, Healthcare.

Decision matrix: Azumo vs BotsCrew

Your situation Recommended choice
You need full-ownership delivery on a defined project scope BotsCrew
You need a large dedicated team for an ongoing programme Azumo
Your budget is at the lower end Compare: Azumo ($20K (per company website; independently unverifiable)) vs BotsCrew (Not published)
You need specialist depth in a specific vertical Azumo
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: Azumo vs BotsCrew

Use case Azumo fit BotsCrew fit Winner
Building multi-agent systems that coordinate across CrewAI or AutoGen agents Strong Strong Both equally
Extending an internal engineering team with nearshore agentic AI capacity Strong Limited Azumo
Building autonomous, multi-step conversational agents rather than fixed-tree chatbots Strong Strong Both equally
Well-scoped customer-facing agentic dialogue projects for mid-market clients Limited Strong BotsCrew
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Azumo vs BotsCrew

Azumo (3.9/5) is the stronger overall choice for most AI Agent Development projects. Nearshore agency with named production experience across LangGraph, CrewAI, and Microsoft AutoGen.. It is best for uS buyers wanting a nearshore agency with named, verifiable multi-agent framework experience..

BotsCrew (3.6/5) is the better choice when buyers wanting a compact, conversational-AI-native agency to build customer-facing agentic dialogue systems.. If your situation matches those criteria, BotsCrew is a competitive option.

Related comparisons

Azumo vs BotsCrew FAQ

Is Azumo better than BotsCrew?

Azumo (3.9/5) scores higher overall, but "better" depends on your use case. Azumo is better for uS buyers wanting a nearshore agency with named, verifiable multi-agent framework experience.. BotsCrew is better for buyers wanting a compact, conversational-AI-native agency to build customer-facing agentic dialogue systems..

How do Azumo and BotsCrew differ in pricing?

Azumo uses dedicated team, staff augmentation pricing with a minimum engagement of $20K (per company website; independently unverifiable). BotsCrew uses fixed project, dedicated team pricing with a minimum engagement of Not published. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Azumo or BotsCrew?

Azumo is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each agency before shortlisting.

What are the main differences between Azumo and BotsCrew?

Azumo's primary differentiator is: nearshore agency with named production experience across langgraph, crewai, and microsoft autogen.. BotsCrew's primary differentiator is: a decade of dedicated conversational ai/chatbot delivery experience applied specifically to autonomous, multi-step agentic dialogue.. They also differ in team size (51–200 vs 51–100), minimum engagement ($20K (per company website; independently unverifiable) vs Not published), and primary industries served (Technology & SaaS, Retail & E-commerce vs Retail & E-commerce, Technology & SaaS).

Last reviewed: August 2026. Verify all details directly with each agency before making a decision.